Research Article
An Improved Unsupervised Single-Channel Speech Separation Algorithm for Processing Speech Sensor Signals
Table 2
The results of different speech separation methods (SNR, PESQ, STOI).
| | | Voice | Method | Index | | | | | | | |
| MIX | SNR | 1.64 | 5.45 | -0.77 | 1.83 | -0.61 | 0.08 | -2.07 | PESQ | 2.27 | 2.05 | 2.43 | 1.58 | 1.84 | 1.75 | 1.73 | STOI | 0.87 | 0.87 | 0.74 | 0.76 | 0.75 | 0.78 | 0.60 |
| CNMF | SNR | 9.31 | 7.93 | 8.46 | 8.52 | 5.94 | 6.38 | 4.89 | PESQ | 2.85 | 2.21 | 2.49 | 1.85 | 1.99 | 1.97 | 2.08 | STOI | 0.85 | 0.85 | 0.77 | 0.80 | 0.78 | 0.78 | 0.73 |
| CNMF + ICA | SNR | 9.28 | 10.62 | 5.42 | 6.88 | 7.19 | 5.71 | 2.63 | PESQ | 2.10 | 1.84 | 1.80 | 1.78 | 1.80 | 1.66 | 1.78 | STOI | 0.94 | 0.93 | 0.89 | 0.89 | 0.85 | 0.88 | 0.62 |
| CNMF + JADE | SNR | 13.10 | 9.20 | 11.19 | 8.44 | 7.03 | 8.32 | 5.68 | PESQ | 3.02 | 2.40 | 2.69 | 2.05 | 2.20 | 2.26 | 2.35 | STOI | 0.95 | 0.90 | 0.92 | 0.88 | 0.85 | 0.89 | 0.74 |
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